Optimization Techniques in Computer Vision: Ill-Posed Problems and Regularization (Advances in Computer Vision and Pattern Recognition)

Mongi A. Abidi; Andrei V. Gribok; Joonki Paik

0 avg rating
( 0 ratings by Goodreads )

This book presents practical optimization techniques used in image processing and computer vision problems. Ill-posed problems are introduced and used as examples to show how each type of problem is related to typical image processing and computer vision problems. Unconstrained optimization gives the best solution based on numerical minimization of a single, scalar-valued objective function or cost function. Unconstrained optimization problems have been intensively studied, and many algorithms and tools have been developed to solve them. Most practical optimization problems, however, arise with a set of constraints. Typical examples of constraints include: (i) pre-specified pixel intensity range, (ii) smoothness or correlation with neighboring information, (iii) existence on a certain contour of lines or curves, and (iv) given statistical or spectral characteristics of the solution. Regularized optimization is a special method used to solve a class of constrained optimization problems. The term regularization refers to the transformation of an objective function with constraints into a different objective function, automatically reflecting constraints in the unconstrained minimization process. Because of its simplicity and efficiency, regularized optimization has many application areas, such as image restoration, image reconstruction, optical flow estimation, etc.
Optimization plays a major role in a wide variety of theories for image processing and computer vision. Various optimization techniques are used at different levels for these problems, and this volume summarizes and explains these techniques as applied to image processing and computer vision.

"synopsis" may belong to another edition of this title.

Review:

“The presentation of the problems is accompanied by illustrating examples. The book contains both a great theoretical background and practical applications and is thus self-contained. It is useful for master and doctoral students, as well as for researchers and practitioners dealing with computer vision and image processing, but also working in mathematical optimization.” (Ruxandra Stoean, zbMATH 1362.68003, 2017)

"About this title" may belong to another edition of this title.

Buy New View Book
List Price: US\$ 139.00
US\$ 115.81

Shipping: US\$ 3.00
Within U.S.A.

Destination, Rates & Speeds

1.Optimization Techniques in Computer Vision: Ill-Posed Problems and Regularization (Advances in Compu

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Hardcover Quantity Available: 2
Print on Demand
Seller:
Save With Sam
(North Miami, FL, U.S.A.)
Rating

Book Description Springer, 2017. Hardcover. Book Condition: New. Brand New! This item is printed on demand. Bookseller Inventory # VIB3319463632

US\$ 115.81
Convert Currency
Shipping: US\$ 3.00
Within U.S.A.
Destination, Rates & Speeds

2.Optimization Techniques in Computer Vision : Ill-Posed Problems and Regularization

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Paperback Quantity Available: 1
Print on Demand
Seller:
Ria Christie Collections
(Uxbridge, United Kingdom)
Rating

Book Description Springer, 2016. Paperback. Book Condition: New. PRINT ON DEMAND Book; New; Publication Year 2016; Not Signed; Fast Shipping from the UK. No. book. Bookseller Inventory # ria9783319463636_lsuk

US\$ 119.05
Convert Currency
Shipping: US\$ 5.20
From United Kingdom to U.S.A.
Destination, Rates & Speeds

3.Optimization Techniques in Computer Vision 2016

Published by Springer International Publishing AG (2016)
ISBN 10: 3319463632 ISBN 13: 9783319463636
New Quantity Available: > 20
Print on Demand
Seller:
Pbshop
(Wood Dale, IL, U.S.A.)
Rating

Book Description Springer International Publishing AG, 2016. HRD. Book Condition: New. New Book.Shipped from US within 10 to 14 business days.THIS BOOK IS PRINTED ON DEMAND. Established seller since 2000. Bookseller Inventory # IP-9783319463636

US\$ 123.03
Convert Currency
Shipping: US\$ 3.99
Within U.S.A.
Destination, Rates & Speeds

4.Optimization Techniques in Computer Vision. Ill-Posed Problems and Regularization

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Hardcover Quantity Available: 1
Seller:
Herb Tandree Philosophy Books
(Stroud, GLOS, United Kingdom)
Rating

Book Description Springer, 2016. Hardback. Book Condition: NEW. 9783319463636 This listing is a new book, a title currently in-print which we order directly and immediately from the publisher. For all enquiries, please contact Herb Tandree Philosophy Books directly - customer service is our primary goal. Bookseller Inventory # HTANDREE01167102

US\$ 121.54
Convert Currency
Shipping: US\$ 10.73
From United Kingdom to U.S.A.
Destination, Rates & Speeds

5.Optimization Techniques in Computer Vision

Published by Springer International Publishing AG (2016)
ISBN 10: 3319463632 ISBN 13: 9783319463636
New Quantity Available: > 20
Print on Demand
Seller:
Books2Anywhere
(Fairford, GLOS, United Kingdom)
Rating

Book Description Springer International Publishing AG, 2016. HRD. Book Condition: New. New Book. Delivered from our US warehouse in 10 to 14 business days. THIS BOOK IS PRINTED ON DEMAND.Established seller since 2000. Bookseller Inventory # IP-9783319463636

US\$ 127.41
Convert Currency
Shipping: US\$ 12.07
From United Kingdom to U.S.A.
Destination, Rates & Speeds

6.Optimization Techniques in Computer Vision: Ill-Posed Problems and Regularization (Advances in Computer Vision and Pattern Recognition)

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Quantity Available: 2
Seller:
Chiron Media
(Wallingford, United Kingdom)
Rating

Book Description Springer 2017-02-03, 2017. Book Condition: New. Brand new book, sourced directly from publisher. Dispatch time is 24-48 hours from our warehouse. Book will be sent in robust, secure packaging to ensure it reaches you securely. Bookseller Inventory # NU-LBR-01952031

US\$ 138.44
Convert Currency
Shipping: US\$ 4.01
From United Kingdom to U.S.A.
Destination, Rates & Speeds

7.Optimization Techniques in Computer Vision

Published by Springer International Publishing 2016-12-16, Berlin (2016)
ISBN 10: 3319463632 ISBN 13: 9783319463636
New Hardcover Quantity Available: 10
Seller:
Blackwell's
(Oxford, OX, United Kingdom)
Rating

Book Description Springer International Publishing 2016-12-16, Berlin, 2016. hardback. Book Condition: New. Bookseller Inventory # 9783319463636

US\$ 150.04
Convert Currency
Shipping: US\$ 8.05
From United Kingdom to U.S.A.
Destination, Rates & Speeds

8.Optimization Techniques in Computer Vision: Ill-Posed Problems and Regularization (Advances in Computer Vision and Pattern Recognition)

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Hardcover Quantity Available: 19
Print on Demand
Seller:
Murray Media
(North Miami Beach, FL, U.S.A.)
Rating

Book Description Springer, 2017. Hardcover. Book Condition: New. Never used! This item is printed on demand. Bookseller Inventory # 3319463632

US\$ 157.34
Convert Currency
Shipping: US\$ 1.99
Within U.S.A.
Destination, Rates & Speeds

9.Optimization Techniques in Computer Vision: Ill-Posed Problems and Regularization (Advances in Computer Vision and Pattern Recognition)

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Quantity Available: 5
Seller:
Chiron Media
(Wallingford, United Kingdom)
Rating

Book Description Springer 2017-02-03, 2017. Book Condition: New. Brand new book, sourced directly from publisher. Dispatched within 2 working days from our warehouse. Book will be sent in robust, secure packaging to ensure it reaches you securely. Bookseller Inventory # NU-ING-34180238

US\$ 164.30
Convert Currency
Shipping: US\$ 4.01
From United Kingdom to U.S.A.
Destination, Rates & Speeds

10.Optimization Techniques in Computer Vision: Ill-Posed Problems and Regularization (Advances in Computer Vision and Pattern Recognition)

ISBN 10: 3319463632 ISBN 13: 9783319463636
New Hardcover First Edition Quantity Available: 1
Seller:
Rating

Book Description Springer, 2016. Book Condition: New. Bookseller Inventory # L9783319463636

US\$ 164.88
Convert Currency
Shipping: US\$ 3.54
From Germany to U.S.A.
Destination, Rates & Speeds